What do neural networks learn in image classification? A frequency shortcut perspective

Shunxin Wang, Raymond Veldhuis, Christoph Brune, Nicola Strisciuglio

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

18 Citations (Scopus)

98 Downloads (Pure)

18 Citations
1 Conference contribution
1 Preprint

2 results

2023
DFM-X: Augmentation by Leveraging Prior Knowledge of Shortcut Learning
Wang, S., Brune, C., Veldhuis, R. & Strisciuglio, N., 6 Oct 2023, 2023 IEEE/CVF International Conference on Computer Vision Workshops (ICCVW). Piscataway, NJ: IEEE, p. 129-138 10 p. 10350684. (Proceedings IEEE/CVF International Conference on Computer Vision Workshops (ICCVW); vol. 2023).
Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Academic › peer-review

Open Access
File
4 Citations (Scopus)

76 Downloads (Pure)
What do neural networks learn in image classification? A frequency shortcut perspective
Wang, S., Veldhuis, R., Brune, C. & Strisciuglio, N., 19 Jul 2023, ArXiv.org, 17 p.
Research output: Working paper › Preprint › Academic

Open Access
File
18 Downloads (Pure)